What is probability, what are odds, and how are the two related?

Probability is the chance that something will happen. It can be expressed as a fraction, a decimal, or a percent. If something is expected to succeed one time out of two, its probability is 1/2=0.5=50%.

Odds compares the chance that a thing will happen with the chance that it will not. Odds is usually expressed as a ratio — e.g., x:y. That means the same thing as \frac{x}{y}; the difference is just formatting. If something is expected to succeed one time out of two, that means one success for one failure, and its odds are 1:1.

In a statistics course, you may hear more about probability than you do about odds. In real life, you probably hear both: the probability of rain today and the odds that your horse will win. Statisticians use both probability and odds.

How do odds and probability compare?

  • If something is absolutely not going to happen, its odds and its probability are both zero.
  • You can’t get less likely than absolutely not going to happen: Neither odds nor probability can be negative.
  • If something is certain to happen:
    • Its probability is one; that is, 100%.
    • The chance that it will not happen is zero, so odds, the chance that it will happen v. the chance that it won’t, is infinite.

More specifically:

SayP is the chance that something will happen and N is the chance that it will not. Odds, the ratio of the chance that a thing will happen to the chance that it will not, is P/N. Call odds C. Then O=P/N.

It is certain that either a thing will happen or it will not; therefore P+N=100%=1, so N=1-P.

In the equation O=P/N, replace N with 1-P. Then

O=P/(1-P)

That’s an expression for O for a given P.

Solve that for P and you get:

P=O/(O+1)

That’s an expression for P for a given O.

This is how they compare graphically:

Odds for a given probability. As probability approaches one, odds increase without limit.

Odds for a given probability: O=P/(1-P). As probability approaches one, odds increase without limit.

Probability for given odds. As odds increase, probability approaches one.

Probability for given odds: P=O/(O+1). As odds increase, probability approaches one.

In the graph on the left, note that as probability increases toward 1, odds increases without limit. Probability always has a value between 0 and 1.

Odds, on the other hand, can increase without limit.

The table on the right shows odds for some probabilities:

Probability Odds
0 0
0.01 1:99
0.10 1:9
0.25 1:3
0.50 1:1
0.75 3:1
0.90 9:1
0.99 99:1

Learn more about odds.

Learn more about basic statistics.